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LongCat-Image Meituan Seedream 4.0 ByteDance

Settled by community votes across 13 shared challenges, with an AI judge weighing in on each.

LongCat-Image

9.8 arena score

#62 of 62 in Text-to-Image

Skill signature · Text-to-Image

Seedream 4.0

24.7 arena score

#15 of 62 in Text-to-Image

Vote tally

Where the votes landed

LongCat-Image

0%

win rate

Ties

0%

Seedream 4.0

0%

win rate

Shared challenges 13

Challenge by challenge

The strongest take from each model on every shared challenge, with the AI judge's read.

Geometric Composition

Text-to-Image

“A glass cube on a wooden table. Inside the cube is a small blue sphere. On top of the cube sits a red book. A green plant is behind the cube, partially visible through the glass. Soft window light from the left.”

LongCat-Image
Seedream 4.0

AI Judge Analysis

LongCat-Image

  • + Excellent realism with high-quality textures on the book and sphere
  • + Strong adherence to the window lighting source coming from the left
  • + Realistic reflections in the glass and the sphere
  • The glass cube is missing its top face, appearing more like an open box or three-sided structure

Seedream 4.0

  • + Clearer spatial arrangement with the plant visibly behind the cube
  • + Includes a defined top face to the glass cube
  • + Good composition with natural light patterns on the wooden table
  • The sphere color is a bit saturated and flat compared to the realism of the rest of the scene
  • Lower resolution/softness in the plant details

Verdict: Both models followed the complex prompt very well, but Seedream 4.0 captures the spatial relationships more accurately by showing the plant behind the glass rather than to the side. While LongCat-Image has superior texturing and lighting realism, it failed to render a complete four-sided or six-sided cube, as the red book appears to be resting on thin air or the side edges rather than a top glass surface.

Candid Street Photography

Text-to-Image

“A candid street photo of an elderly Japanese man repairing a red bicycle in light rain, reflections on wet pavement, shallow depth of field, 50mm lens, natural skin texture, imperfect framing, motion blur from passing cars, cinematic but realistic, no stylization.”

LongCat-Image
Seedream 4.0

AI Judge Analysis

LongCat-Image

  • + Excellent handling of wet pavement reflections and rainy atmosphere.
  • + Cinematic lighting with professional-looking shallow depth of field.
  • + Accurate character details and clothing texture.
  • The red bicycle is structurally nonsensical with multiple extra wheels and forks.
  • Failure to include the requested motion blur on the passing cars.
  • Framing feels a bit too balanced for the 'imperfect' request.

Seedream 4.0

  • + Successfully captured the motion blur of the passing cars as requested.
  • + Realistic tools on the ground add to the narrative of 'repairing'.
  • + The bicycle structure is more grounded and believable than the other model.
  • The rain and wet pavement look less convincing and more like a filter.
  • Skin textures are slightly smoothed, lacking the 'natural skin' detail requested.
  • Visual quality is lower with some muddiness in the background details.

Verdict: LongCat-Image excels in lighting and atmosphere, creating a beautiful cinematic scene, but it fails significantly on the technical structure of the bicycle and ignores the motion blur request. Seedream 4.0 follows the prompt's technical requirements more closely, including the motion blur and a more realistic bicycle, although it lacks the high-end visual polish and lighting of the first image. Seedream 4.0 is the preferred choice for strictly following the creative direction of the prompt.

Fantasy Warrior

Text-to-Image

“Close portrait of a battle-worn paladin in ornate engraved plate armor, hair braided with small beads, faint scars and dirt on the skin, warm torchlight reflecting off metal, shallow depth of field, bokeh sparks, lifelike eyes, highly detailed texture on leather straps and cloth underlayer.”

LongCat-Image
Seedream 4.0

AI Judge Analysis

LongCat-Image

  • + Excellent depiction of ornate, engraved plate armor with high structural consistency.
  • + Clear inclusion of both hair beads and intricate leather strap details.
  • + Balanced composition with professional-grade lighting and reflections.
  • The facial wounds look a bit like digital paint or 'stamps' rather than natural scarring.
  • The character looks a bit too pristine for 'battle-worn' compared to the second image.

Seedream 4.0

  • + Superb 'battle-worn' aesthetic with realistic dirt and grimy skin textures.
  • + Intense, lifelike eyes that carry emotion and weight.
  • + Effective use of warm torchlight and high-contrast, moody atmosphere.
  • The armor engraving is slightly less crisp and defined than in Model A.
  • One of the leather straps on the chest appears to float or lacks a clear attachment point.

Verdict: LongCat-Image provides a cleaner, more heroic fantasy aesthetic with highly detailed armor engravings and clear prompt adherence for every element. However, Seedream 4.0 captures the 'battle-worn' and 'lifelike' aspects of the prompt more effectively, offering a grittier and more cinematic atmosphere. Seedream 4.0 is the likely winner for its superior texture on the skin and emotional intensity, which better fits the paladin's weariness.

Modern Clean Menu

Text-to-Image

“Modern minimalist restaurant menu design, white background with colorful food photos in grid, sections for appetizers/pizza/mains, bold sans-serif fonts, vibrant accents, clean professional layout for casual dining.”

LongCat-Image
Seedream 4.0

AI Judge Analysis

LongCat-Image

  • + Excellent structure that successfully incorporates all requested menu sections and layout requirements.
  • + Professional and vibrant color palette that fits the casual dining aesthetic.
  • + Includes realistic price-point indicators and organized text columns.
  • Text is comprised of unintelligible gibberish characters.
  • Large amounts of visual noise and artifacts on several small food photos.

Seedream 4.0

  • + Perfect legibility of the required section headers (Appetizers, Pizza, Mains).
  • + High-quality, appetizing food photography with consistent lighting.
  • + Clean and modern minimalist aesthetic.
  • Lacks the actual 'menu' components like descriptions or prices, appearing more like a mood board or cover page.
  • Composition is a bit disjointed with significant white space in the center.

Verdict: LongCat-Image provides a much more complete menu design with headers, descriptions, and a sophisticated layout, though the text is unreadable and the images are slightly distorted. Seedream 4.0 produces beautiful, clear photography and perfectly rendered headings but fails to generate a functional menu layout, leaving out any secondary text or price lists. Overall, LongCat-Image is the superior choice for a design challenge as it actually constructs a menu template.

Magic Burger Explosion: Fiery Photorealism Challenge

Text-to-Image

“Ad for 'Magic Burger'. Dynamic, exploded burger with all components (bun, patty, cheese, lettuce, tomato, sauce) suspended in mid-air. Emphasize photorealistic detail and a sense of motion. Dark, fiery background with glowing embers. Integrate text: 'MAGIC BURGER' as a prominent title, 'LIMITED TIME ONLY' as a secondary message, and '€6.99' in a starburst, all rendered with a fiery, glowing effect.”

LongCat-Image
Seedream 4.0

AI Judge Analysis

LongCat-Image

  • + Perfect text accuracy for the price, title, and subtitle.
  • + Exceptional photorealistic textures on the bun, meat, and melting cheese.
  • + Very clean and professional composition suitable for a high-end food advertisement.
  • The burger is not 'exploded' as requested; the components are mostly stacked together.
  • The starburst graphic looks a bit like a sticker rather than integrated into the fiery scene.

Seedream 4.0

  • + Excellent adherence to the 'exploded burger' prompt with mid-air suspension.
  • + Dynamic sense of motion with swirled effects and flying components.
  • + The fiery, glowing text effect is visually stunning and fits the background perfectly.
  • Incorrect price displayed (€5.99 instead of €6.99).
  • Lower image clarity and detail compared to the competitor, with slightly muddy textures on the produce.

Verdict: LongCat-Image produces a much more polished and photorealistic advertisement with perfect text adherence, but it fails the 'exploded' aspect of the prompt. Seedream 4.0 captures the requested dynamic motion and exploded layout perfectly, but fails on the specific price detail and has lower overall image crispness. LongCat-Image is preferred for its professional quality and accuracy to the text requirements.

Chalkboard Menu

Text-to-Image

“Handwritten-style chalkboard menu in a cozy café, all text rendered in the exact same realistic chalk handwriting style with natural variations in letter size, slight slant, and chalk texture — no printed or digital fonts anywhere on the board. Title at the top in elegant cursive chalk handwriting: ‘TODAY’S SPECIALS – APRIL 30, 2026’. Below it, three menu items also in the same handwritten chalk style: ‘Truffle Mushroom Risotto – $24’, ‘Grilled Octopus with Lemon & Herbs – $28’, ‘Brown Butter Chocolate Chip Cookies – $9’. At the very bottom, smaller text in the identical handwritten chalk style (slightly smaller but still clearly legible with the same handwriting characteristics): ‘All items made fresh daily • Ask about our gluten-free options’. Warm ambient café lighting, visible chalk dust and smudges, realistic handwriting imperfections, no clean printed text anywhere.”

LongCat-Image
Seedream 4.0

AI Judge Analysis

LongCat-Image

  • + Natural chalk dust effects on the bottom of the frame.
  • + Pleasant bokeh in the café background.
  • Severely failed text rendering with almost all words misspelled.
  • Layout is awkward with the prices separated from the text lines.
  • Failed to capture the requested elegant cursive for the title.

Seedream 4.0

  • + Excellent text rendering with almost perfect spelling of complex words.
  • + Highly realistic chalk texture with smudges and natural variations.
  • + Perfect adherence to the prompt's layout and cursive title requirement.
  • Slightly cropped on the left side, though it fits the aesthetic.

Verdict: Seedream 4.0 followed the prompt perfectly, rendering the specific text and prices requested with highly realistic chalk aesthetics and elegant handwriting. In contrast, LongCat-Image failed significantly on the text rendering, producing illegible gibberish and failing to follow the layout instructions.

The Reversed Rodeo

Text-to-Image

“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”

LongCat-Image
Seedream 4.0

AI Judge Analysis

LongCat-Image

  • + High clarity on the harness and astronaut suit details.
  • + Contains interesting background elements like lunar modules and multiple planets.
  • + Strong lighting consistency between the subject and the landscape.
  • Anatomy errors including five legs/hooves on the horse.
  • Nonsensical objects in the sky like the distorted plane-like structure.
  • The prompt instruction 'horse on top' was intended to be surreal (horse riding the human), but the model defaulted to a standard rider.

Seedream 4.0

  • + More cinematic lighting with beautiful nebulae and reflections in the visor.
  • + Better dynamic posing with the horse rearing up.
  • + Cleaner composition with fewer distracting hallucinations in the background.
  • Anatomy issues with multiple front legs merged together.
  • Failed the specific surreal prompt instruction 'horse on top, not vice versa'.
  • Low-resolution texture on the lunar surface.

Verdict: Both models failed the negative constraint to have the horse riding the astronaut (the surreal prompt) and instead provided standard astronaut riders. Seedream 4.0 is preferred because it offers a more cinematic, artistic aesthetic with better lighting, whereas LongCat-Image suffers from significant anatomical errors and messy background artifacts.

The Capybara Taxi Driver

Text-to-Image

“Photorealistic scene inside a yellow New York taxi at night. A capybara is driving, wearing a yellow taxi driver cap and a dark jacket. It has a calm, professional expression and both front paws on the steering wheel. In the back seat sits a human businesswoman in a coat, looking at her phone with a completely normal, bored expression (as if this is just another normal ride). Through the windows you can see the streets of Manhattan at night with blurred lights. Realistic taxi interior, photorealistic, detailed fur and fabric, 35mm lens, night lighting with reflections, shallow depth of field.”

LongCat-Image
Seedream 4.0

AI Judge Analysis

LongCat-Image

  • + High resolution and Sharp textures on the capybara fur
  • + Detailed background with recognizable NYC-style bokeh
  • + Clothing on capybara is well-tailored and realistic
  • The capybara's hand/paw looks more like a human hand with dark skin, which is slightly unsettling
  • Included an extra person in the back seat not requested in the prompt

Seedream 4.0

  • + Excellent adherence to the 'both paws on the steering wheel' instruction
  • + Captures the 'bored' expression of the businesswoman perfectly as requested
  • + Composition feels more grounded and focuses on the capybara's facial expression
  • Image resolution is slightly lower/softer compared to model a
  • Lighting on the capybara's face is a bit flat

Verdict: LongCat-Image provides superior texture and sharpness but fails on the specific detail of the paws and the passenger count. Seedream 4.0 followed the prompt more accurately, particularly regarding the capybara's posture and the single passenger's expression, making it the more faithful interpretation.

The Halloween Invitation

Text-to-Image

“Vintage gothic Halloween party invitation. Dark parchment poster, spooky border with webs and thorns, central glowing jack-o-lantern, bats, twisted trees, moody night sky. Add elegant gothic title text saying "Halloween Party Invitation", a small scroll banner saying "You are invited to a night of frights", and event details at the bottom: Date: 30.10.2026 Time: 7pm Location: The Arches, NYC Spooky but polished, cinematic lighting, square format.”

LongCat-Image
Seedream 4.0

AI Judge Analysis

LongCat-Image

  • + Excellent legibility for the main title and most sub-text.
  • + The thorn and web border is very clean and fits the vintage aesthetic well.
  • + High contrast and vibrant colors create a polished look.
  • Failed to accurately spell 'The Arches' and 'NYC' in the bottom text.
  • The central cutout style feels more like a modern collage than an old parchment poster.

Seedream 4.0

  • + Perfect text accuracy, correctly spelling all event details including 'The Arches, NYC'.
  • + Superior atmosphere with more cohesive 'moody night sky' and 'twisted trees' integration.
  • + The design feels like a single unified vintage poster rather than layered assets.
  • The text on the small scroll banner is slightly warped and harder to read.
  • Lower contrast on the main title compared to the other model.

Verdict: Seedream 4.0 is the clear winner because it followed the text instructions perfectly, including the specific location details which LongCat-Image struggle with. Seedream 4.0 also achieved a more authentic gothic atmosphere with its lighting and background integration, whereas LongCat-Image felt a bit more like a digital composite.

Isometric Miniature Diorama Scenes

Text-to-Image

“Create a clear, 45° top-down isometric miniature 3D cartoon scene of Japan's signature dish: sushi, with soft refined textures, realistic PBR materials, gentle lighting, on a small raised diorama base with minimal garnish and plate. Solid light blue background. At top-center: 'JAPAN' in large bold text, 'SUSHI' below it, small flag icon. Perfectly centered, ultra-clean, high-clarity, square format.”

LongCat-Image
Seedream 4.0

AI Judge Analysis

LongCat-Image

  • + Excellent 3D miniature 'claymation' style that matches the 3D cartoon request perfectly.
  • + Very clean typography and creative integration of the Japan flag into the text layout.
  • + Superior texture work on the salmon and tuna pieces.
  • The rice grains look like large white beans, appearing slightly less appetizing.
  • The text is slightly offset to the left rather than perfectly centered in the frame.

Seedream 4.0

  • + Provides a more diverse selection of sushi including rolls and ikura.
  • + Strong adherence to the isometric perspective and diorama base request.
  • + Accurate text and flag placement.
  • The textures look slightly more generic and less like high-quality 3D render materials compared to A.
  • Lighting is a bit harsher with less 'gentle' falloff.

Verdict: Both models followed the complex prompt very well, but LongCat-Image creates a more aesthetically pleasing 3D miniature style with 'soft refined textures' as requested. Seedream 4.0 provides a more variety-filled sushi platter, but its visual finish feels slightly more flat than the high-quality PBR-style render of LongCat-Image.

Adorable Baby Animals in Sunny Meadow

Text-to-Image

“Hyper-photorealistic scene of fluffy baby animals—a golden retriever puppy, tabby kitten, baby bunny, and red fox kit—with big expressive eyes and ultra-detailed soft fur, playfully chasing butterflies and tumbling together in a lush wildflower meadow, warm golden sunrise light with god rays and dew sparkles, joyful wholesome vibe, 8K masterpiece.”

LongCat-Image
Seedream 4.0

AI Judge Analysis

LongCat-Image

  • + Strong god rays and vibrant warm lighting.
  • + Very clean rendered features on the puppy and fox.
  • + Clear inclusion of butterflies.
  • Anatomical failure by merging the kitten and the bunny into a single hybrid creature.
  • Dew drops appear as flat, floating circles lacking realistic physics.
  • Composition is a bit static with the animals just sitting/standing rather than 'tumbling'.

Seedream 4.0

  • + Successfully includes all four distinct animals: puppy, kitten, bunny, and fox.
  • + Excellent dynamic posing that captures the 'tumbling' and 'chasing' action requested.
  • + Beautifully rendered dew sparkles and bokeh that feel integrated into the scene.
  • The fox's face/muzzle looks slightly warped or overly elongated.
  • The kitten's front paws lack clear toe definition.
  • Higher degree of soft focus makes the fur look slightly less 'ultra-detailed' in some areas.

Verdict: Seedream 4.0 is the clear winner because it correctly followed the prompt's requirement for four distinct animals, whereas LongCat-Image failed by merging the kitten and bunny into one creature with cat markings and bunny ears. Seedream 4.0 also captured the movement and playful energy of the scene much more effectively than the static arrangement in LongCat-Image.

Vintage Cafe Logo

Text-to-Image

“Vintage minimalist restaurant logo for "Caffè Florian", retro cloche dome with steam and "Est. 1720" banner, classic typography, warm brown and cream tones, subtle texture on light background, vector emblem style.”

LongCat-Image
Seedream 4.0

AI Judge Analysis

LongCat-Image

  • + Includes all text elements correctly
  • + Good vintage line-art texture on the ribbon
  • + Dynamic steam design
  • Repetitive text with the word 'Caffè' appearing twice
  • Sloppy typography layout where letters overlap the cloche lines
  • Cluttered composition that lacks the requested minimalism

Seedream 4.0

  • + Clean, minimalist vector aesthetic that adheres closely to the prompt style
  • + Excellent typographic layout with professional spacing
  • + Sophisticated color palette and subtle parchment texture
  • The word 'Florian' has a slight misalignment in the baseline of the letters
  • Steam is a bit small and less impactful compared to the rest of the logo

Verdict: Seedream 4.0 followed the prompt's minimalist requirements much more effectively, producing a balanced and professional logo. LongCat-Image suffered from significant composition issues, including redundant text repetition and overlapping elements that detracted from the legibility.

Apollo 11: Journey to Tranquility

Text-to-Image

“Create a clean, modern vector infographic poster about the Apollo 11 mission. NASA-inspired palette (navy, white, muted red, light gray). Flat-vector style, crisp lines, consistent iconography, subtle gradients only. Steps (stop at landing): 1. Launch (Saturn Vicon) 2. Earth Orbit (Earth + orbit ring icon) 3. Translunar (trajectory arc icon) 4. Lunar Orbit (Moon + orbit ring icon) 5. Descent (lunar module descending icon) 6. Landing (lunar module on the surface icon) Small supporting elements (minimal text): • Crew strip: three silhouette icons with only last names: Armstrong, Aldrin, Collins. • Landing site marker: Moon pin labeled "Tranquility" only. Layout constraints: generous margins, large readable labels, clean background with subtle stars. Vector-only, print-poster look, high resolution.”

LongCat-Image
Seedream 4.0

AI Judge Analysis

LongCat-Image

  • + Clean vector illustration style.
  • + Effective use of the requested NASA color palette.
  • Failed to follow the requested 6-step chronological sequence.
  • Text is nonsensical gibberish.
  • The Saturn V rocket icon is inaccurately depicted as a shuttle-like vehicle.

Seedream 4.0

  • + Successfully followed all 6 requested steps in a logical sequence.
  • + Text is highly legible and remarkably accurate, including names of the crew.
  • + Icons closely match the prompt descriptions, such as the trajectory arc and Saturn V.
  • Step 5 and 6 are slightly merged in the label 'Descent Surface'.
  • The lunar module in step 6 has some minor structural incoherence in its legs.

Verdict: Seedream 4.0 followed the complex multi-step prompt almost perfectly, including accurate text for the mission stages and astronomical bodies. LongCat-Image failed the core infographic task by ignoring the requested steps and providing illegible text, though its aesthetic style was clean.

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